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    With so many product options to choose from for building a big data solution in the cloud, such as SQL Data Warehouse (SQL DW), Azure Analysis Services (AAS), SQL Database (SQL DB), and Azure Data Lake (ADL), there are various combinations of using the products, each with pros/cons along with differences in cost.With many customers looking at using SQL DW, I wanted to mention various reference architectures that I have seen, ordered by most cost to lowest cost: Another Microsoft event and another bunch of exciting announcements.It allows you to elastically scale throughput and storage anywhere in the world, based on your needs, and offers a multitude of well-defined consistency models, data models and APIs – so you can select the right ones for your app.To clear things up, it’s not a “new” product, but rather a renaming of Document DB with some additional new features.It’s mission is to enable you to write highly scalable, globally distributed apps, easily.

    As before, the default segment count setting gave the best performance at 2m and 4m. Frog Blog out Hi Alex, i have read both your articles and getting stuck and unable to determine “why” Server Layout/Details: ****QA**** 1 node cluster 2 SSAS(2012) Intances – TAB & AS 4proc*12core=48 or (0-47) Dell Power Edge M910 — E7540 @2.00GHz with 225Gb RAM OS-08R2 Ent History: BI Team came to a conclusion after talking to Marco Russo (thank you very much sir for your time) that the mdx query would need to run on 1 proc or Num Node0.Specifically with the performance of distinct count measures over large data volumes (50-200m distinct customers).The conclusion was that moving from 1 NUMA node (CPU socket) to 2 had no impact on query performance, so the 2nd CPU is entirely wasted.How the queries passed from SSAS to the DB engine is very interesting.First, however, let's review the basics of Direct Query mode in SQL Server Analysis Services (SSAS).This requires the model to be processed for updated data to become available for reporting.This mode is conceptually analogous to MOLAP in SSAS multidimensional models (though the SSAS architecture differs significantly).Microsoft SQL Server is a relational database management system developed by Microsoft.As a database server, it is a software product with the primary function of storing and retrieving data as requested by other software applications—which may run either on the same computer or on another computer across a network (including the Internet).How does the SSAS 2012 Tabular model performance change when you add more CPU sockets / NUMA nodes?In my last post (SSAS Tabular NUMA and CPU Cores Performance) I presented the results of some testing I’d been doing on the scalability of the SSAS 2012 Tabular model.As of December 2016SQL Server Enterprise Edition includes both the core database engine and add-on services, with a range of tools for creating and managing a SQL Server cluster.It can manage databases as large as 524 petabytes and address 12 terabytes of memory and supports 640 logical processors (CPU cores).This actually contradicted other advice and recommendations that indicated that adding a second node would actually make the performance worse.

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